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The Knowledge Flywheel

Each enrichment pass compounds on the last. The graph doesn't just store data — it generates increasingly rich content with every cycle.

🧠
Knowledge
Graph
107K entities
🌍
Harvest
Wikidata SPARQL
crawl by domain
🧩
Structure
Properties, types,
cross-links
🔗
Relate
Local matching +
SPARQL edges
🤖
Infer
AI classification
of new edges
✍️
Enrich
AI articles from
graph context
📈
Compound
Neighbor content
feeds next pass
How Context Compounds
Each hop pulls richer neighbor content into the next article
Pass 1 — Direct Facts
Python
developer: Guido van Rossum
competes: Ruby, JavaScript
used by: TensorFlow, Django
Article cites names + Wikidata facts
Pass 2 — Neighbor Context
Python
TensorFlow → developer: Google, competes: PyTorch, used for: deep learning
Django → creator: Adrian Holovaty, used by: Instagram, Pinterest
Article weaves in neighbor summaries
Pass 3 — Ecosystem View
Python
TensorFlow → PyTorch → runs on NVIDIA GPUs → VRAM: 24GB, TSMC fab
Django → Instagram → parent: Meta, 2B users
Article maps the full ecosystem
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Total Entities
-
Relationships
-
Enriched Articles
15
Domains
Enrichment Passes
Building content from the center outward

Pass 1 — Hub Entities (10+ edges)

Most connected entities enriched first. Best graph context available. Structured Wikidata + direct neighbor names.

3,114 entities • complete

Pass 2 — Connected Entities (5-9 edges)

Second tier with solid graph context. Neighbors from Pass 1 already have rich content to draw from.

11,785 entities • complete

Pass 3 — Mid-tier Entities (2-4 edges)

Pulled context from enriched neighbors. Each article benefited from Passes 1-2.

27,714 entities • complete

Pass 4 — Leaf Entities (0-1 edges)

Long tail entities. Structured Wikidata data only, minimal graph context. Still factual, just less connected.

49,813 entities • complete

Pass 5 — Re-enrichment (2-hop context)

Re-generate hub articles using neighbor content, not just names. Now that all 107K entities have articles, the context builder can feed full neighbor summaries into hub rewrites. The compounding pass.

Top 3,000 hubs • next up